Cappel learned the apothecary trade in Riga. He then continued his studies in St. Petersburg. Moving to Copenhagen in 1747, he opened a successful shop. In 1756 until his death he held the position of apothecary to the Königlichen Frederiks Hospitals. He built a large collection of natural history objects which was auctioned after his death. Some of the minerals were purchased by the University of Copenhagen.